{"id":"W7004735505","doi":"","title":"Hsu, Tai-Ran","year":2020,"lang":"en","type":"article","venue":"San José State University ScholarWorks (San Jose State University)","topic":"Cell Image Analysis Techniques","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Work (physics); Mechanical vibration; Deformation (meteorology); Context (archaeology)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004897952,0.0007971085,0.0005999875,0.001106002,0.001988278,0.002501879,0.0007394894,0.001255358,0.3425633],"category_scores_gemma":[0.001264397,0.0003209799,0.0004670392,0.0009651281,0.0004288782,0.0010317,0.001398598,0.001623084,0.2257715],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006385709,"about_ca_system_score_gemma":0.001649534,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002606054,"about_ca_topic_score_gemma":0.00480029,"domain_scores_codex":[0.9994243,0.00005021458,0.00002986951,0.0002836444,0.0001470308,0.00006489771],"domain_scores_gemma":[0.999455,0.00009858947,0.00002896356,0.00006573414,0.0001927584,0.0001588817],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004402824,0.0003316779,0.006378367,0.0007377773,0.00005063616,0.002374603,0.0009523985,0.0004054561,0.01383815,0.01354925,0.1778881,0.7830532],"study_design_scores_gemma":[0.00002651021,0.00007969862,0.005275663,0.0001669815,0.00004364542,0.001360192,0.0005245413,0.0002927334,0.001611104,0.001678146,0.9889186,0.00002233731],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.025827,0.03170554,0.007804321,0.01120322,0.004630111,0.0003378986,0.005908311,0.002147722,0.9104359],"genre_scores_gemma":[0.05264075,0.01411715,0.006045699,0.003238975,0.0004147566,0.0003237651,0.006620899,0.0004929418,0.916105],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6574367,"threshold_uncertainty_score":0.9377537,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007410419615823408,"score_gpt":0.1953941424922493,"score_spread":0.1879837228764259,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}